All Homeownership Incentive Distributions, 2016-2018

Neighborhood Analysis

Homeownership Incentive Funding Distribution by Housing Market Typology Group, 2016-2018

incen %>% 
  group_by(prog.type, hmt.group) %>%
  summarise(total = sum(as.numeric(amount))) %>%
  mutate(total = ifelse(is.na(total), 0, total)) %>%
  filter(!is.na(prog.type)) %>%
  ungroup() %>%
  group_by(prog.type) %>%
  mutate(pct = percent(total / sum(total))) %>%
  select(-total) %>%
  spread(key = prog.type, value = pct)

Household Income Distribution by Program

---
title: "Homebuying Incentive Programs"
subtitle: "Department of Housing and Community Development, City of Baltimore"
author: "Justin Elszasz, Mayor's Office of Innovation"
email: "justin.elszasz@baltimorecity.gov"
date: "Monday, March 25, 2019"
output:
  html_notebook:
    code_folding: hide
    fig_height: 5
    fig_width: 10
    toc: yes
    toc_depth: 2
editor_options: 
  chunk_output_type: inline
---

```{r setup, include = FALSE, echo = FALSE, message = FALSE, cache = TRUE}
knitr::opts_chunk$set(echo = FALSE, warning = F, message = F, include = T,
                                 fig.width = 10, fig.height = 5)
```


```{r}
library(readxl)
library(ggmap)
library(leaflet)
library(htmltools)
library(RSocrata)
library(shiny)
source("../src/00_initialize.R")
```

```{r load.data, cache = T, warning = F, echo = F}
incen <- read_csv("../data/processed/homebuying_incentives/homebuying_incentive_programs.csv", na = c("NA"))

#hoods <- get_neighborhood_boundaries()
hoods <- readRDS("../data/processed/hoods.Rds")
hmt.by.hood <- read_excel("../data/raw/hmt/HMT by Neighborhood 2017.xlsx") %>%
  transmute(neighborhood = Neighborhood,
            predominant.code = `Predominant Code Ignoring Non-Residential`)
sales <- load_sales_data(load.cache = T)

#real.prop.url <- "https://data.baltimorecity.gov/resource/6act-qzuy.json"
#real.prop <- read.socrata(real.prop.url, app_token = VARS$SOCRATA_TOKEN)
real.prop <- read_rds("../data/processed/real_prop.Rds")

```

```{r}
hoods@data <- hoods@data %>% left_join(hmt.by.hood, by = c("label" = "neighborhood"))
```

```{r}
hmt.levels <- c("healthy", "upper middle", "lower middle", "distressed", "other")

incen <- incen %>% 
  mutate_at(
    vars(prog.type, hmt.group, predominant.code, label, gender, race, ethnicity),
    funs(as.factor)
  ) %>%
  mutate(hmt.group = fct_relevel(hmt.group, hmt.levels))

```

```{r}
sales <- sales %>% rename(sales.block = Block, sales.lot = Lot)
real.prop <- real.prop %>% rename(real.block = block, real.lot = lot)
```

```{r}
real.prop <- real.prop %>%
  mutate(real.block.clean = gsub("^0+", "", real.block),
         real.lot.clean = gsub("^0+", "", real.lot))

sales <- sales %>%
  mutate(sales.block.clean = gsub("^0+", "", sales.block),
         sales.lot.clean = gsub("^0+", "", sales.lot))
```

```{r}
sales <- sales %>%
  left_join(real.prop, 
            by = c("sales.block.clean" = "real.block.clean",
                   "sales.lot.clean" = "real.lot.clean")
            )
```

# All Homeownership Incentive Distributions, 2016-2018

```{r out.width = "100%", fig.width = 8}
plot.colors <- c(iteam.colors[1], iteam.colors[4], iteam.colors[5])


pal <- colorFactor(plot.colors,
                   domain = incen$prog.type)

hoods.labels <- paste0(
  hoods$label,
  "<br>2017 Housing Market Typology: ", hoods$predominant.code
)

labels <- paste0(
  incen$prog.type,
  "<br>", incen$house.num, " ", incen$street, " ", incen$street.type,
  "<br>Amount: $", incen$amount
  
)

leaflet() %>%
  setView(lng = -76.6, lat = 39.3, zoom = 11) %>%
  addProviderTiles(providers$Stamen.TonerLite) %>% 
  addPolygons(data = hoods,
              fillOpacity = 0,
              color = "gray10",
              weight = 3,
              label = ~lapply(hoods.labels, HTML)) %>%
  addCircleMarkers(data = incen %>% filter(prog.type == "LNYW"),
                   radius = 1,
                   color = iteam.colors[1],
                   label = ~lapply(labels, HTML),
                   group = "LNYW"
  ) %>%
  addCircleMarkers(data = incen %>% filter(prog.type == "CDBG"),
                   radius = 1,
                   color = iteam.colors[4],
                   label = ~lapply(labels, HTML),
                   group = "CDBG"
  ) %>%
  addCircleMarkers(data = incen %>% filter(prog.type == "V2V"),
                   radius = 1,
                   color = iteam.colors[3],
                   label = ~lapply(labels, HTML),
                   group = "V2V"
  ) %>%
  addLayersControl(overlayGroups = c("LNYW", "CDBG", "V2V"),
                   options = layersControlOptions(collapsed = FALSE))

```

## Neighborhood Analysis


# Homeownership Incentive Funding Distribution by Housing Market Typology Group, 2016-2018

```{r echo = T}
incen %>% 
  group_by(prog.type, hmt.group) %>%
  summarise(total = sum(as.numeric(amount))) %>%
  mutate(total = ifelse(is.na(total), 0, total)) %>%
  filter(!is.na(prog.type)) %>%
  ungroup() %>%
  group_by(prog.type) %>%
  mutate(pct = percent(total / sum(total))) %>%
  select(-total) %>%
  spread(key = prog.type, value = pct)
```




```{r}
hoods@data <- hoods@data %>%
  left_join(
    incen %>% 
      count(label, prog.type) %>% 
      spread(key = prog.type, value = n),
    by = c("label" = "label")
  ) %>%
  left_join(
    sales %>% 
      filter(deed.date >= "2016-01-01") %>% 
      count(neighborhood) %>%
      rename(sales.16_18 = n),
    by = c("label" = "neighborhood")
  )
```

```{r}
hoods@data <- hoods@data %>%
  mutate_at(
    vars(CDBG, LNYW, V2V, sales.16_18),
    funs(replace(., is.na(.), 0))
  ) %>%
  mutate(
    lnyw.per.100sales = 100 * LNYW / sales.16_18,
    cdbg.per.100sales = 100 * CDBG / sales.16_18,
    v2v.per.100sales = 100 * V2V / sales.16_18
  )
```


```{r out.width = "100%", fig.width = 8}
#varname <- "lnyw.per.100sales"

  bins <- c(0, 0.1, 0.5,  1, 5, 10, 50, 100)

  pal <- colorBin("Blues",
                  domain = c(0, 100),
                  bins = bins)

lnyw.labels <- paste0(
  hoods$label,
  "<br>2017 Housing Market Typology: ", hoods$predominant.code,
  "<br>LNYW per 100 sales: ", as.character(round(hoods$lnyw.per.100sales, 1))
)

cdbg.labels <- paste0(
  hoods$label,
  "<br>2017 Housing Market Typology: ", hoods$predominant.code,
  "<br>CDBG per 100 sales: ", as.character(round(hoods$cdbg.per.100sales, 1))
)

v2v.labels <- paste0(
  hoods$label,
  "<br>2017 Housing Market Typology: ", hoods$predominant.code,
  "<br>V2V per 100 sales: ", as.character(round(hoods$v2v.per.100sales, 1))
)

map <- leaflet() %>%
  setView(lng = -76.6, lat = 39.3, zoom = 11) %>%
  addProviderTiles(providers$Stamen.TonerLite) %>%
    addPolygons(data = hoods,
              fillOpacity = .0,
              color = "gray10",
              weight = 2) %>%
  addPolygons(data = hoods,
              fillOpacity = .5,
              fillColor = ~pal(hoods$lnyw.per.100sales),
              color = "gray10",
              weight = 2,
              label = ~lapply(lnyw.labels, HTML),
              group = "LNYW") %>%
  addPolygons(data = hoods,
              fillOpacity = .5,
              fillColor = ~pal(hoods$cdbg.per.100sales),
              color = "gray10",
              weight = 2,
              label = ~lapply(cdbg.labels, HTML),
              group = "CDBG") %>%
  addPolygons(data = hoods,
              fillOpacity = .5,
              fillColor = ~pal(hoods$v2v.per.100sales),
              color = "gray10",
              weight = 2,
              label = ~lapply(v2v.labels, HTML),
              group = "V2V") %>%
  addLegend(pal = pal, values = bins, title = "Incentives per 100 Sales") %>%
  addLayersControl(baseGroups = c("LNYW", "CDBG", "V2V"),
                   options = layersControlOptions(collapsed = FALSE))

map
```





# Household Income Distribution by Program

```{r}
incen %>%
  ggplot() +
  geom_density(aes(household.income, color = prog.type)) +
  theme_iteam_presentations() +
  xlim(c(0, 300000))
```






